Multi-pass object rendering using a three-dimensional geometric constraint

ABSTRACT

A device for performing multi-pass object rendering using a three-dimensional geometric constraint may include at least one processor configured to receive a mesh of points corresponding to a head of a user. The at least one processor may be further configured to render an image of a sphere and to render elements corresponding to facial features based at least in part on the mesh of points. The at least one processor may be further configured to render an element visibility mask based at least in part on the mesh of points, the element visibility mask being constrained to the surface of the sphere. The at least one processor may be further configured to composite the sphere, the elements, and the element visibility mask to generate an output image. The at least one processor may be further configured to provide the output image for display.

CROSS REFERENCE TO RELATED APPLICATIONS

This application is a continuation of U.S. patent application Ser. No.16/889,696, entitled “Multi-Pass Object Rendering Using aThree-Dimensional Geometric Constraint,” filed on Jun. 1, 2020, whichclaims the benefit of priority to U.S. Provisional Patent ApplicationNo. 62/856,138, entitled “Multi-Pass Object Rendering Using aThree-Dimensional Geometric Constraint,” filed on Jun. 2, 2019, thedisclosure of each of which is hereby incorporated herein in itsentirety.

TECHNICAL FIELD

The present description relates generally to multi-pass objectrendering, including multi-pass object rendering using athree-dimensional geometric constraint.

BACKGROUND

Users may use messaging applications to communicate with each other. Theusers may personalize their messages by adding particular images, whichmay be referred to as stickers and/or emoticons, for example. Users mayalso create three-dimensional representations or models of themselves,e.g., avatars, (and/or use pre-configured three-dimensional models)which may be used to further personalize messages and/or other types ofcommunications.

BRIEF DESCRIPTION OF THE DRAWINGS

Certain features of the subject technology are set forth in the appendedclaims. However, for purpose of explanation, several embodiments of thesubject technology are set forth in the following figures.

FIG. 1 illustrates an example network environment in which multi-passobject rendering using a three-dimensional geometric constraint may beimplemented in accordance with one or more implementations.

FIG. 2 illustrates an example electronic device that may performmulti-pass object rendering using a three-dimensional geometricconstraint in accordance with one or more implementations.

FIG. 3 illustrates a flow diagram of an example process of multi-passobject rendering using a three-dimensional geometric constraint inaccordance with one or more implementations.

FIG. 4 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations.

FIG. 5 illustrates an example compositing process for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations.

FIG. 6 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations.

FIG. 7 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations.

FIG. 8 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations.

FIG. 9 conceptually illustrates an example electronic system with whichaspects of the subject technology may be implemented in accordance withone or more implementations.

DETAILED DESCRIPTION

The detailed description set forth below is intended as a description ofvarious configurations of the subject technology and is not intended torepresent the only configurations in which the subject technology can bepracticed. The appended drawings are incorporated herein and constitutea part of the detailed description. The detailed description includesspecific details for the purpose of providing a thorough understandingof the subject technology. However, the subject technology is notlimited to the specific details set forth herein and can be practicedusing one or more other implementations. In one or more implementations,structures and components are shown in block diagram form in order toavoid obscuring the concepts of the subject technology.

Users may use two-dimensional images (e.g., stickers, emoticons, etc.)and/or three-dimensional models/representations (e.g., avatars) tocustomize/personalize messages and other content. For example, a usermay create a three-dimensional model of themselves and may use the modelin conjunction with face/head tracking technology to, e.g., generate andcommunicate animated messages that mirror the user's facial movements.It may be appealing and/or desirable for users to transform one or moreof the two-dimensional images (e.g., stickers, emoticons, etc.) into athree-dimensional model. For example, some of the emoticons, e.g. thesmiley face emoticon (

), may be considered particularly iconic and therefore may beappealing/desirable to transform into a three-dimensional model.

Existing three-dimensional models may be rendered directly, where thefacial features and face/head are rendered together. However, since thesmiley face emoticon is constrained to a three-dimensional geometricshape, e.g., a sphere, rendering facial features in the same pass asrendering the head (e.g., sphere) may result in distortion andartifacts. For example, the stretch lines and effects that areacceptable for viewing on a face of a person or animal, e.g. when theperson or animal smiles, may be distorted when applied to a head that isconstrained to a particular three-dimensional geometric shape, e.g., asphere.

The subject technology separates the rendering of the three-dimensionalmodel into a multi-pass rendering process, where each rendering pass isconstrained to a particular three-dimensional geometric shape, e.g., asphere. A first rendering pass may render an image of the sphere itself,where each point that is rendered on the surface of the sphere isconstrained to be a particular distance from the center of the sphere. Asecond rendering pass may render an image of only the facial featuresthat will be included on the sphere, the rendering of the facialfeatures also being constrained to the shape of the sphere. A thirdrendering pass may render a facial features visibility mask that is usedto mask out portions of the facial features that should not be visibleto the user, e.g., based on the shape of the sphere. The images and maskare composited to generate an output image that is then displayed to theuser. The rendering may occur in real-time such that a three-dimensionalmodel corresponding to a smiley face emoticon can be displayed to theuser in animated form with the animations mirroring the facial movementsof the user.

FIG. 1 illustrates an example network environment 100 in whichmulti-pass object rendering using a three-dimensional geometricconstraint may be implemented in accordance with one or moreimplementations. Not all of the depicted components may be used in allimplementations, however, and one or more implementations may includeadditional or different components than those shown in the figure.Variations in the arrangement and type of the components may be madewithout departing from the spirit or scope of the claims as set forthherein. Additional components, different components, or fewer componentsmay be provided.

The network environment 100 includes one or more electronic devices102A-C, a network 106, and a service provider server 108. The network106 may communicatively (directly or indirectly) couple, for example,any two or more of the electronic devices 102A-C and/or the serviceprovider server 108.

The network 106 may be an interconnected network of devices that mayinclude, or may be communicatively coupled to, the Internet. The serviceprovider server 108 may include one or more server devices and/ornetwork equipment that facilitates providing one or more services to theelectronic devices 102A-B over the network 106, such as a messagingservice, a secure cloud storage service, and the like. In one or moreimplementations, one or more of the electronic devices 102A-C may beassociated with and/or registered to a user account via the serviceprovider server 108. The service provider server 108 may be, and/or mayinclude all or part of, the electronic system discussed below withrespect to FIG. 9.

One or more of the electronic devices 102A-C may be, for example, aportable computing device such as a laptop computer, a smartphone, aperipheral device (e.g., a digital camera, headphones), a tablet device,a smart speaker, a set-top box, a content streaming device, a wearabledevice such as a watch, a band, and the like, or any other appropriatedevice that includes one or more wireless interfaces, such as one ormore near-field communication (NFC) radios, WLAN radios, Bluetoothradios, Zigbee radios, cellular radios, and/or other wireless radios. InFIG. 1, by way of example, the electronic devices 102A-B are depicted asmobile phones and the electronic device 102A is depicted as asmartwatch. One or more of the electronic devices 102A-C may be, and/ormay include all or part of, the electronic device discussed below withrespect to FIG. 2, and/or the electronic system discussed below withrespect to FIG. 9.

One or more of the electronic devices 102A-C, such as the electronicdevice 102A may store one or more three-dimensional models that may beused, for example, to customize/personalize messages. For example, theelectronic device 102A may include face-tracking technology that cangenerate a mesh of points that corresponds to the user's face. The meshof points can be applied to one of the three-dimensional models toanimate the model to coincide with the movement of the user's face,head, and/or individual facial features. The electronic device 102A mayalso capture audio spoken by the user, the output of which may also besynchronized with the animation of the three-dimensional model, suchthat the three-dimensional model has the appearance of speaking in thesame manner as the user.

The three-dimensional models stored on the electronic device 102A mayinclude pre-configured three-dimensional models, e.g., in the form of ananimal head and/or body, an alien head and/or body, emoticon head and/orbody (e.g., smiley face emoticon), etc., and/or the three-dimensionalmodels stored on the electronic device 102A may include user-configuredthree-dimensional models, such as corresponding to the head of the user.

The pre-configured and/or user-configured three-dimensional models maybe stored on the electronic devices 102A-C as, and/or in conjunctionwith, a set of parameters, a configuration of a set of parameters,and/or a set of instructions for configuring a particular set ofparameters, which may also be referred to as a recipe for athree-dimensional model. For example, in the case of a user-configuredthree-dimensional model, the set of parameters may indicate skin color,hair color, eye color, eye type, mouth type, accessory information,etc., or generally any information that can be used to render thethree-dimensional model. The set of parameters and/or correspondinginstructions can be used to render the model using one or morecomponents/assets (e.g. graphical components) that may be locally storedand/or obtained at the electronic device 102A. In one or moreimplementations, the rendered three-dimensional models may be cached onthe electronic device 102A and/or may be dynamically generated whenrequested.

In the subject system, when a user of the electronic device 102A selectsthe three-dimensional model corresponding to the smiley face emoticon,the electronic device 102A adaptively changes the rendering of thethree-dimensional model from a one-pass rendering process (e.g., as maybe the case for the other three-dimensional models), to a multi-passrendering process, where the output of each pass is composited togenerate the final output image. An example multi-pass rendering processis described further below with respect to FIG. 3, and an examplecompositing process is described further below with respect to FIG. 5.Example passes of a multi-pass rendering process are described furtherbelow with respect to FIGS. 4 and 6-8.

FIG. 2 illustrates an example electronic device 102A that may performmulti-pass object rendering using a three-dimensional geometricconstraint in accordance with one or more implementations. Theelectronic device 102A is depicted in FIG. 2 for explanatory purposes;however, one or more of the components of the electronic device 102A mayalso be implemented by one or more of the other electronic devices102B-C. Not all of the depicted components may be used in allimplementations, however, and one or more implementations may includeadditional or different components than those shown in the figure.Variations in the arrangement and type of the components may be madewithout departing from the spirit or scope of the claims as set forthherein. Additional components, different components, or fewer componentsmay be provided.

The electronic device 102A may include a host processor 202, a memory204, and radio frequency (RF) circuitry 206. The RF circuitry 206 mayinclude one or more antennas and one or more transceivers fortransmitting/receiving RF communications, such as WiFi, Bluetooth,cellular, and the like.

The host processor 202 may include suitable logic, circuitry, and/orcode that enable processing data and/or controlling operations of theelectronic device 102A. In this regard, the host processor 202 may beenabled to provide control signals to various other components of theelectronic device 102A. Additionally, the host processor 202 may enableimplementation of an operating system or may otherwise execute code tomanage operations of the electronic device 102A.

The memory 204 may include suitable logic, circuitry, and/or code thatenable storage of various types of information such as received data,generated data (such as three-dimensional models, two-dimensionalimages, configuration files, components/assets, and the like), code,and/or configuration information. The memory 204 may include, forexample, random access memory (RAM), read-only memory (ROM), flash,and/or magnetic storage.

In one or more implementations, the host processors 202, and/or one ormore portions thereof, may be implemented in software (e.g., subroutinesand code), may be implemented in hardware (e.g., an Application SpecificIntegrated Circuit (ASIC), a Field Programmable Gate Array (FPGA), aProgrammable Logic Device (PLD), a controller, a state machine, gatedlogic, discrete hardware components, or any other suitable devices)and/or a combination of both.

FIG. 3 illustrates a flow diagram of an example process 300 ofmulti-pass object rendering using a three-dimensional geometricconstraint in accordance with one or more implementations. Forexplanatory purposes, the process 300 is primarily described herein withreference to the electronic device 102A of FIGS. 1-2. However, theelectronic device 102A is presented as an exemplary device and theoperations described herein may be performed by any suitable devices,such as the other electronic devices 102B-C. Further, for explanatorypurposes, the operations of the process 300 are described herein asoccurring in serial, or linearly. However, multiple operations of theprocess 300 may occur in parallel, such that they at least partiallyoverlap in time. In addition, the operations of the process 300 need notbe performed in the order shown and/or one or more of the operations ofthe process 300 need not be performed and/or can be replaced by otheroperations.

The process 300 begins with the electronic device 102A receiving facialtracking information (302). For example, the electronic device 102A maylocally generate the facial tracking information, such as by capturingmeasurements from infrared dots projected onto the face of the user bythe electronic device 102A. The facial tracking information may trackmovement of various individual facial/head features, such as eyes,eyebrows, nose, mouth, tongue, ears, cheeks, and the like.

The electronic device 102A renders an image of a sphere (304). Theelectronic device 102A may instruct, e.g., a graphics processing unit(GPU), to constrain each point being rendered on the surface of thesphere to be a particular distance from a center point of the sphere.The constraining may cause the sphere to be rendered with a more smoothsurface, with little or no visible polygons.

The electronic device 102A renders an image containing the facialelements based at least in part on the face tracking information (306).The facial elements may also be rendered with a constraint based on thesurface of the sphere. For example, the electronic device 102A maydetermine which facial features to include based at least in part on thefacial tracking information. The electronic device 102A may utilize oneor more heuristics to determine which facial features to include in thefacial elements.

For example, the electronic device 102A may determine that the nose ofthe user should not be represented in the facial elements since thesmiley face emoticon does not include a nose. In addition, theelectronic device 102A may determine whether to include facial featurescorresponding to eyebrows based on whether the user has lifted theireyebrows a threshold distance from a base eyebrow position.

The electronic device 102A may select a mouth facial element frommultiple different base mouth elements. The base mouth elements maycorrespond to different types of mouths that may be used on emoticons,such as smiley face emoticons and variations thereof. For example, onebase mouth element may be a mouth in the form of a smile, another basemouth element may be a mouth in the form of an ‘o’ and another basemouth element may be a mouth used to represent a kissing emoticon, whichmay be in the form of a ‘3’.

After selecting the base mouth element, the electronic device 102A mayadjust the base mouth element based at least in part on the facialtracking information, e.g., the facial tracking information thatcorresponds to the mouth of the user. The electronic device 102A mayalso optionally determine whether to include teeth in the mouth, such asbased on how wide the user's mouth is open. For example, if the user'smouth is open more than a threshold distance, then the electronic devicemay determine that teeth should be included.

In one or more implementations, the electronic device 102A may alsodetermine whether a base of a tongue should be included in the mouthelement. For example, if the user is sticking their tongue out (e.g., asdetermined from the facial tracking information), then the electronicdevice 102A may include the base of the tongue in the mouth (with theremainder of the tongue being added below).

After rendering the facial elements (306), the electronic device 102Amay render a facial element visibility mask (e.g., in the form of animage) based at least in part on the facial tracking information (308).The facial element visibility mask may be rendered to mask the portionsof the rendered facial elements that should not be visible to user,e.g., based at least in part on the shape of the sphere, orientation ofthe user's head, etc. The facial element visibility mask may also beconstrained to the surface of the sphere. In one or moreimplementations, the facial element visibility mask may be a one sidedduplicate geometry with flipped normals.

The facial element visibility mask may coincide with the facialelements, and therefore may be adjusted similarly to the facial elementsto reflect the current face tracking information, e.g. with or withouteyebrows, different base mouth types, etc.

After rendering the facial element visibility mask (308), the electronicdevice 102A determines whether there are any additional elementsexternal to the sphere to be rendered (310). For example, if theelectronic device 102A determines that the user is sticking their tongueout (e.g., based on the facial tracking information), the electronicdevice 102A may determine that an extended/protruding tongue should beadded to the surface of the sphere. In one or more implementations, theelectronic device 102A may determine to render other elements externalto the sphere, such as props, accessories (e.g., glasses, hats, etc.),and the like. Since the additional element(s) are external to thesphere, the facial element visibility mask does not need to be adjustedto account for the additional element(s).

If the electronic device 102A determines that there is an additionalelement to render external to the sphere (310), the electronic device102A render the additional element (314). The electronic device 102Athen composites the image of the sphere, the facial elements, theadditional element(s), and the facial element visibility mask togenerate the output image (316), and provides the output image fordisplay (318). If the electronic device 102A determines that there areno additional elements external to the sphere to render (310), theelectronic device composites the image of the sphere, the facialelements, and the facial element visibility mask to generate the outputimage (312).

An example process of compositing the images is discussed further belowwith respect to FIG. 5. Since the sphere, the facial elements, and thefacial element visibility mask are each individually constrained to thesurface of the sphere, the respective images can be composited withoutany visible gaps or any other visible artifacts/distortion.

The electronic device 102A may continuously perform the process 300 inreal-time such that the electronic device 102A can output the images ina continuous manner to provide an animated three-dimensionalrepresentation of the smiley face emoticon that has facial movementsthat mirror the movements of the user.

FIG. 4 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations. Not all of the depicted renderingpasses may be used in all implementations, however, and one or moreimplementations may include additional or different rendering passesthan those shown in the figure. Variations in the arrangement and typeof the rendering passes may be made without departing from the spirit orscope of the claims as set forth herein. Additional components,different components, or fewer components may be provided.

In the first rendering pass, the electronic device 102A renders an imageof a sphere 402. In the second rendering pass, the electronic device102A renders the facial elements 404. As shown in FIG. 4, the facialelements include teeth and a base of the tongue. For example, theelectronic device 102A may have determined, based at least in part onthe current facial tracking information, that the mouth of the user isopen by more than a threshold amount and the user is sticking out theirtongue. Similarly, the electronic device 102A may also have determinedto include eyebrows, such as based on the eyebrows of the user beingraised by more than a threshold distance from a base eyebrow position.

In the third rendering pass, the electronic device 102A renders thefacial element visibility mask 406. The facial element visibility maskincludes mask elements that coincide with the facial elements includedin the second rendering pass, such as eyebrows. The mouth of the facialelement visibility mask is similarly selected from a base mouth typethat corresponds to an open mouth.

In the fourth rendering pass, the electronic device 102A renders anadditional element 408 that is external to the sphere, e.g. a tongue.For example, the electronic device 102A may have determined that theuser is sticking out their tongue based at least in part on the facialtracking information. In one or more implementations, the additionalelement may include one or more other external elements, such as a hat,glasses, or generally any element that is external to the sphere.

In the fifth rendering pass, the electronic device 102A composites theimages generated in the first four passes to generate an output image410. An example compositing process is discussed further below withrespect to FIG. 5.

FIG. 5 illustrates an example compositing process 500 for multi-passobject rendering using a three-dimensional geometric constraint inaccordance with one or more implementations. For explanatory purposes,the process 500 is primarily described herein with reference to theelectronic device 102A of FIGS. 1-2. However, the electronic device 102Ais presented as an exemplary device and the operations described hereinmay be performed by any suitable devices, such as the other electronicdevices 102B-C. Further, for explanatory purposes, the operations of theprocess 500 are described herein as occurring in serial, or linearly.However, multiple operations of the process 500 may occur in parallel,such that they at least partially overlap in time. In addition, theoperations of the process 500 need not be performed in the order shownand/or one or more of the operations of the process 500 need not beperformed and/or can be replaced by other operations.

In the example compositing process 500, the facial element visibilitymask 406 is subtracted from the image of the sphere 402 to generate animage of a visible sphere 504. The facial elements 404 are multiplied bythe facial element visibility mask 406 to generate the visible facialfeatures 502. The visible facial features 502 are added to the image ofthe visible sphere 504 to generate an initial output image 506. Sincethe image of the sphere 402, the facial elements 404, and the facialelement visibility mask 406 were each individually rendered with aconstraint based on the surface of the sphere, the images can becomposited to form the initial output image 506 without there being anygaps, artifacts, or other distortions in the initial output image 506.

If there are no external elements to add to the surface of the sphere,the initial output image 506 would be the output image. However, in FIG.5, the electronic device 102A also rendered the additional element 408external to the sphere. Thus, the additional element 408 is added to theinitial output image 506 to generate the output image 410.

FIG. 6 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations. Not all of the depicted renderingpasses may be used in all implementations, however, and one or moreimplementations may include additional or different rendering passesthan those shown in the figure. Variations in the arrangement and typeof the rendering passes may be made without departing from the spirit orscope of the claims as set forth herein. Additional components,different components, or fewer components may be provided.

In the first rendering pass, the electronic device 102A renders an imageof a sphere 402. In the second rendering pass, the electronic device102A renders the facial elements 604. As shown in FIG. 6, the facialelements include a base mouth in the shape of an ‘o’. For example, theelectronic device 102A may have determined, based at least in part onthe current facial tracking information, that the mouth of the user isopen in the shape of an ‘o’. Similarly, the electronic device 102A mayalso have determined to include eyebrows, such as based on the eyebrowsof the user being raised by more than a threshold distance from a baseeyebrow position.

In the third rendering pass, the electronic device 102A renders thefacial element visibility mask 606. The facial element visibility mask606 includes mask elements that coincide with the facial elementsincluded in the second rendering pass, such as eyebrows. The mouth ofthe facial element visibility mask 606 is similarly selected from a basemouth type that corresponds to an ‘o’ shaped mouth.

In the fourth rendering pass, the electronic device 102A composites theimages generated in the first three passes to generate an output image608. An example compositing process is discussed further above withrespect to FIG. 5.

FIG. 7 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations. Not all of the depicted renderingpasses may be used in all implementations, however, and one or moreimplementations may include additional or different rendering passesthan those shown in the figure. Variations in the arrangement and typeof the rendering passes may be made without departing from the spirit orscope of the claims as set forth herein. Additional components,different components, or fewer components may be provided.

In the first rendering pass, the electronic device 102A renders an imageof a sphere 402. In the second rendering pass, the electronic device102A renders the facial elements 704. As shown in FIG. 7, the facialelements include another base mouth type and the facial elements do notinclude any eyebrows. For example, the electronic device 102A may havedetermined not to include eyebrows, such as based on the eyebrows of theuser not being raised by more than a threshold distance from a baseeyebrow position.

In the third rendering pass, the electronic device 102A renders thefacial element visibility mask 706. The facial element visibility maskincludes mask elements that coincide with the facial elements includedin the second rendering pass and therefore does not include eyebrows.

In the fourth rendering pass, the electronic device 102A composites theimages generated in the first three passes to generate an output image708. An example compositing process is discussed further above withrespect to FIG. 5.

FIG. 8 illustrates examples of rendering passes for multi-pass objectrendering using a three-dimensional geometric constraint in accordancewith one or more implementations. Not all of the depicted renderingpasses may be used in all implementations, however, and one or moreimplementations may include additional or different rendering passesthan those shown in the figure. Variations in the arrangement and typeof the rendering passes may be made without departing from the spirit orscope of the claims as set forth herein. Additional components,different components, or fewer components may be provided.

In the first rendering pass, the electronic device 102A renders an imageof a sphere 402. In the second rendering pass, the electronic device102A renders the facial elements 804. For example, the electronic device102A may have determined, based at least in part on the current facialtracking information, that the mouth of the user is open wide enough tosatisfy a threshold for including teeth. Similarly, the electronicdevice 102A may also have determined to include eyebrows, such as basedon the eyebrows of the user being raised by more than a thresholddistance from a base eyebrow position.

In the third rendering pass, the electronic device 102A renders thefacial element visibility mask 806. The facial element visibility mask806 includes mask elements that coincide with the facial elementsincluded in the second rendering pass, such as eyebrows. The mouth ofthe facial element visibility mask is similarly selected from a basemouth type that corresponds to the wide open smiling mouth.

In the fourth rendering pass, the electronic device 102A composites theimages generated in the first three passes to generate an output image808. An example compositing process is discussed further above withrespect to FIG. 5.

FIG. 9 conceptually illustrates an electronic system 900 with which oneor more implementations of the subject technology may be implemented.The electronic system 900 can be, and/or can be a part of, one or moreof the electronic devices 102A-C, and/or the service provider server 108shown in FIG. 1. The electronic system 900 may include various types ofcomputer readable media and interfaces for various other types ofcomputer readable media. The electronic system 900 includes a bus 908,one or more processing unit(s) 912, a system memory 904 (and/or buffer),a ROM 910, a permanent storage device 902, an input device interface914, an output device interface 906, and one or more network interfaces916, or subsets and variations thereof.

The bus 908 collectively represents all system, peripheral, and chipsetbuses that communicatively connect the numerous internal devices of theelectronic system 900. In one or more implementations, the bus 908communicatively connects the one or more processing unit(s) 912 with theROM 910, the system memory 904, and the permanent storage device 902.From these various memory units, the one or more processing unit(s) 912retrieves instructions to execute and data to process in order toexecute the processes of the subject disclosure. The one or moreprocessing unit(s) 912 can be a single processor or a multi-coreprocessor in different implementations.

The ROM 910 stores static data and instructions that are needed by theone or more processing unit(s) 912 and other modules of the electronicsystem 900. The permanent storage device 902, on the other hand, may bea read-and-write memory device. The permanent storage device 902 may bea non-volatile memory unit that stores instructions and data even whenthe electronic system 900 is off. In one or more implementations, amass-storage device (such as a magnetic or optical disk and itscorresponding disk drive) may be used as the permanent storage device902.

In one or more implementations, a removable storage device (such as afloppy disk, flash drive, and its corresponding disk drive) may be usedas the permanent storage device 902. Like the permanent storage device902, the system memory 904 may be a read-and-write memory device.However, unlike the permanent storage device 902, the system memory 904may be a volatile read-and-write memory, such as random access memory.The system memory 904 may store any of the instructions and data thatone or more processing unit(s) 912 may need at runtime. In one or moreimplementations, the processes of the subject disclosure are stored inthe system memory 904, the permanent storage device 902, and/or the ROM910. From these various memory units, the one or more processing unit(s)912 retrieves instructions to execute and data to process in order toexecute the processes of one or more implementations.

The bus 908 also connects to the input and output device interfaces 914and 906. The input device interface 914 enables a user to communicateinformation and select commands to the electronic system 900. Inputdevices that may be used with the input device interface 914 mayinclude, for example, alphanumeric keyboards and pointing devices (alsocalled “cursor control devices”). The output device interface 906 mayenable, for example, the display of images generated by electronicsystem 900. Output devices that may be used with the output deviceinterface 906 may include, for example, printers and display devices,such as a liquid crystal display (LCD), a light emitting diode (LED)display, an organic light emitting diode (OLED) display, a flexibledisplay, a flat panel display, a solid state display, a projector, orany other device for outputting information. One or more implementationsmay include devices that function as both input and output devices, suchas a touchscreen. In these implementations, feedback provided to theuser can be any form of sensory feedback, such as visual feedback,auditory feedback, or tactile feedback; and input from the user can bereceived in any form, including acoustic, speech, or tactile input.

Finally, as shown in FIG. 9, the bus 908 also couples the electronicsystem 900 to one or more networks and/or to one or more network nodes,through the one or more network interface(s) 916. In this manner, theelectronic system 900 can be a part of a network of computers (such as aLAN, a wide area network (“WAN”), or an Intranet, or a network ofnetworks, such as the Internet. Any or all components of the electronicsystem 900 can be used in conjunction with the subject disclosure.

As described above, one aspect of the present technology is thegathering and use of data available from specific and legitimate sourcesto improve image generation. The present disclosure contemplates that insome instances, this gathered data may include personal information datathat uniquely identifies or can be used to identify a specific person.Such personal information data can include demographic data,location-based data, online identifiers, telephone numbers, emailaddresses, home addresses, data or records relating to a user's healthor level of fitness (e.g., vital signs measurements, medicationinformation, exercise information), date of birth, or any other personalinformation.

The present disclosure recognizes that the use of such personalinformation data, in the present technology, can be used to the benefitof users. For example, the personal information data can be used todisplay or not display facial features (e.g., eyebrows) in accordancewith a user's preferences. Accordingly, use of such personal informationdata enables users to have greater control of the displayedthree-dimensional model. Further, other uses for personal informationdata that benefit the user are also contemplated by the presentdisclosure. For instance, health and fitness data may be used, inaccordance with the user's preferences to provide insights into theirgeneral wellness, or may be used as positive feedback to individualsusing technology to pursue wellness goals.

The present disclosure contemplates that those entities responsible forthe collection, analysis, disclosure, transfer, storage, or other use ofsuch personal information data will comply with well-established privacypolicies and/or privacy practices. In particular, such entities would beexpected to implement and consistently apply privacy practices that aregenerally recognized as meeting or exceeding industry or governmentalrequirements for maintaining the privacy of users. Such informationregarding the use of personal data should be prominently and easilyaccessible by users, and should be updated as the collection and/or useof data changes. Personal information from users should be collected forlegitimate uses only. Further, such collection/sharing should occur onlyafter receiving the consent of the users or other legitimate basisspecified in applicable law. Additionally, such entities should considertaking any needed steps for safeguarding and securing access to suchpersonal information data and ensuring that others with access to thepersonal information data adhere to their privacy policies andprocedures. Further, such entities can subject themselves to evaluationby third parties to certify their adherence to widely accepted privacypolicies and practices. In addition, policies and practices should beadapted for the particular types of personal information data beingcollected and/or accessed and adapted to applicable laws and standards,including jurisdiction-specific considerations which may serve to imposea higher standard. For instance, in the US, collection of or access tocertain health data may be governed by federal and/or state laws, suchas the Health Insurance Portability and Accountability Act (HIPAA);whereas health data in other countries may be subject to otherregulations and policies and should be handled accordingly.

Despite the foregoing, the present disclosure also contemplatesembodiments in which users selectively block the use of, or access to,personal information data. That is, the present disclosure contemplatesthat hardware and/or software elements can be provided to prevent orblock access to such personal information data. For example, in the caseof facial tracking information, the present technology can be configuredto allow users to select to “opt in” or “opt out” of participation inthe collection of personal information data during registration forservices or anytime thereafter. In addition to providing “opt in” and“opt out” options, the present disclosure contemplates providingnotifications relating to the access or use of personal information. Forinstance, a user may be notified upon downloading an app that theirpersonal information data will be accessed and then reminded again justbefore personal information data is accessed by the app.

Moreover, it is the intent of the present disclosure that personalinformation data should be managed and handled in a way to minimizerisks of unintentional or unauthorized access or use. Risk can beminimized by limiting the collection of data and deleting data once itis no longer needed. In addition, and when applicable, including incertain health related applications, data de-identification can be usedto protect a user's privacy. De-identification may be facilitated, whenappropriate, by removing identifiers, controlling the amount orspecificity of data stored (e.g., collecting location data at city levelrather than at an address level), controlling how data is stored (e.g.,aggregating data across users), and/or other methods such asdifferential privacy.

Therefore, although the present disclosure broadly covers use ofpersonal information data to implement one or more various disclosedembodiments, the present disclosure also contemplates that the variousembodiments can also be implemented without the need for accessing suchpersonal information data. That is, the various embodiments of thepresent technology are not rendered inoperable due to the lack of all ora portion of such personal information data. For example, multi-passobject rendering using a three-dimensional geometric constraint can beperformed based on aggregated non-personal information data or a bareminimum amount of personal information, such as the information beinghandled only on the user's device or other non-personal informationavailable.

Implementations within the scope of the present disclosure can bepartially or entirely realized using a tangible computer-readablestorage medium (or multiple tangible computer-readable storage media ofone or more types) encoding one or more instructions. The tangiblecomputer-readable storage medium also can be non-transitory in nature.

The computer-readable storage medium can be any storage medium that canbe read, written, or otherwise accessed by a general purpose or specialpurpose computing device, including any processing electronics and/orprocessing circuitry capable of executing instructions. For example,without limitation, the computer-readable medium can include anyvolatile semiconductor memory, such as RAM, DRAM, SRAM, T-RAM, Z-RAM,and TTRAM. The computer-readable medium also can include anynon-volatile semiconductor memory, such as ROM, PROM, EPROM, EEPROM,NVRAM, flash, nvSRAM, FeRAM, FeTRAM, MRAM, PRAM, CBRAM, SONOS, RRAM,NRAM, racetrack memory, FJG, and Millipede memory.

Further, the computer-readable storage medium can include anynon-semiconductor memory, such as optical disk storage, magnetic diskstorage, magnetic tape, other magnetic storage devices, or any othermedium capable of storing one or more instructions. In one or moreimplementations, the tangible computer-readable storage medium can bedirectly coupled to a computing device, while in other implementations,the tangible computer-readable storage medium can be indirectly coupledto a computing device, e.g., via one or more wired connections, one ormore wireless connections, or any combination thereof.

Instructions can be directly executable or can be used to developexecutable instructions. For example, instructions can be realized asexecutable or non-executable machine code or as instructions in ahigh-level language that can be compiled to produce executable ornon-executable machine code. Further, instructions also can be realizedas or can include data. Computer-executable instructions also can beorganized in any format, including routines, subroutines, programs, datastructures, objects, modules, applications, applets, functions, etc. Asrecognized by those of skill in the art, details including, but notlimited to, the number, structure, sequence, and organization ofinstructions can vary significantly without varying the underlyinglogic, function, processing, and output.

While the above discussion primarily refers to microprocessor ormulti-core processors that execute software, one or more implementationsare performed by one or more integrated circuits, such as ASICs orFPGAs. In one or more implementations, such integrated circuits executeinstructions that are stored on the circuit itself.

Those of skill in the art would appreciate that the various illustrativeblocks, modules, elements, components, methods, and algorithms describedherein may be implemented as electronic hardware, computer software, orcombinations of both. To illustrate this interchangeability of hardwareand software, various illustrative blocks, modules, elements,components, methods, and algorithms have been described above generallyin terms of their functionality. Whether such functionality isimplemented as hardware or software depends upon the particularapplication and design constraints imposed on the overall system.Skilled artisans may implement the described functionality in varyingways for each particular application. Various components and blocks maybe arranged differently (e.g., arranged in a different order, orpartitioned in a different way) all without departing from the scope ofthe subject technology.

It is understood that any specific order or hierarchy of blocks in theprocesses disclosed is an illustration of example approaches. Based upondesign preferences, it is understood that the specific order orhierarchy of blocks in the processes may be rearranged, or that allillustrated blocks be performed. Any of the blocks may be performedsimultaneously. In one or more implementations, multitasking andparallel processing may be advantageous. Moreover, the separation ofvarious system components in the implementations described above shouldnot be understood as requiring such separation in all implementations,and it should be understood that the described program components andsystems can generally be integrated together in a single softwareproduct or packaged into multiple software products.

As used in this specification and any claims of this application, theterms “base station”, “receiver”, “computer”, “server”, “processor”, and“memory” all refer to electronic or other technological devices. Theseterms exclude people or groups of people. For the purposes of thespecification, the terms “display” or “displaying” means displaying onan electronic device.

As used herein, the phrase “at least one of” preceding a series ofitems, with the term “and” or “or” to separate any of the items,modifies the list as a whole, rather than each member of the list (i.e.,each item). The phrase “at least one of” does not require selection ofat least one of each item listed; rather, the phrase allows a meaningthat includes at least one of any one of the items, and/or at least oneof any combination of the items, and/or at least one of each of theitems. By way of example, the phrases “at least one of A, B, and C” or“at least one of A, B, or C” each refer to only A, only B, or only C;any combination of A, B, and C; and/or at least one of each of A, B, andC.

The predicate words “configured to”, “operable to”, and “programmed to”do not imply any particular tangible or intangible modification of asubject, but, rather, are intended to be used interchangeably. In one ormore implementations, a processor configured to monitor and control anoperation or a component may also mean the processor being programmed tomonitor and control the operation or the processor being operable tomonitor and control the operation. Likewise, a processor configured toexecute code can be construed as a processor programmed to execute codeor operable to execute code.

Phrases such as an aspect, the aspect, another aspect, some aspects, oneor more aspects, an implementation, the implementation, anotherimplementation, some implementations, one or more implementations, anembodiment, the embodiment, another embodiment, some implementations,one or more implementations, a configuration, the configuration, anotherconfiguration, some configurations, one or more configurations, thesubject technology, the disclosure, the present disclosure, othervariations thereof and alike are for convenience and do not imply that adisclosure relating to such phrase(s) is essential to the subjecttechnology or that such disclosure applies to all configurations of thesubject technology. A disclosure relating to such phrase(s) may apply toall configurations, or one or more configurations. A disclosure relatingto such phrase(s) may provide one or more examples. A phrase such as anaspect or some aspects may refer to one or more aspects and vice versa,and this applies similarly to other foregoing phrases.

The word “exemplary” is used herein to mean “serving as an example,instance, or illustration”. Any embodiment described herein as“exemplary” or as an “example” is not necessarily to be construed aspreferred or advantageous over other implementations. Furthermore, tothe extent that the term “include”, “have”, or the like is used in thedescription or the claims, such term is intended to be inclusive in amanner similar to the term “comprise” as “comprise” is interpreted whenemployed as a transitional word in a claim.

All structural and functional equivalents to the elements of the variousaspects described throughout this disclosure that are known or latercome to be known to those of ordinary skill in the art are expresslyincorporated herein by reference and are intended to be encompassed bythe claims. Moreover, nothing disclosed herein is intended to bededicated to the public regardless of whether such disclosure isexplicitly recited in the claims. No claim element is to be construedunder the provisions of 35 U.S.C. § 112(f), unless the element isexpressly recited using the phrase “means for” or, in the case of amethod claim, the element is recited using the phrase “step for”.

The previous description is provided to enable any person skilled in theart to practice the various aspects described herein. Variousmodifications to these aspects will be readily apparent to those skilledin the art, and the generic principles defined herein may be applied toother aspects. Thus, the claims are not intended to be limited to theaspects shown herein, but are to be accorded the full scope consistentwith the language claims, wherein reference to an element in thesingular is not intended to mean “one and only one” unless specificallyso stated, but rather “one or more”. Unless specifically statedotherwise, the term “some” refers to one or more. Pronouns in themasculine (e.g., his) include the feminine and neuter gender (e.g., herand its) and vice versa. Headings and subheadings, if any, are used forconvenience only and do not limit the subject disclosure.

1-11. (canceled)
 12. A device comprising: a memory; and at least oneprocessor configured to: render at least one element corresponding to atleast one facial feature and a visibility mask that masks a portion ofthe at least one element with respect to a three-dimensional geometricobject; and render an output image based at least in part on an image ofthe three-dimensional geometric object, the at least one element, andthe visibility mask.
 13. The device of claim 12, wherein the render ofthe visibility mask is constrained to a surface of the three-dimensionalgeometric object.
 14. The device of claim 12, wherein thethree-dimensional geometric object comprises a sphere and pointsrendered on a surface of the sphere are constrained to a particulardistance from a center point of the sphere.
 15. The device of claim 12,wherein the at least one processor is configured to render the outputimage based at least in part on the image of the three-dimensionalgeometric object, the at least one element, and the visibility mask by:multiplying the at least one element corresponding to the at least onefacial feature by the visibility mask to generate at least one visiblefacial feature; subtracting the visibility mask from the image of thethree-dimensional geometric object to generate an image of a visiblethree-dimensional geometric object; and adding the at least one visiblefacial feature to the image of the visible three-dimensional geometricobject to generate the output image.
 16. The device of claim 12, whereinthe at least one processor is further configured to: determine aposition of the at least one element corresponding to the at least onefacial feature is based at least in part on a position of the at leastone facial feature on a head of a user and an orientation of the head ofthe user.
 17. The device of claim 12, wherein the at least one processoris further configured to: generate information corresponding to a headof a user based at least in part on a mesh of points generated from thehead of the user; and determine, based at least in part on informationcorresponding to a head of a user, at least one facial feature of theuser.
 18. (canceled)
 19. (canceled)
 20. The device of claim 12, whereinleast one facial feature comprises at least one of a mouth, an eye, oran eyebrow.
 21. A method comprising: rendering at least one elementcorresponding to at least one facial feature and a visibility mask thatmasks a portion of the at least one element with respect to athree-dimensional geometric object; and rendering an output image basedat least in part on an image of the three-dimensional geometric object,the at least one element, and the visibility mask.
 22. The method ofclaim 21, wherein the render of the visibility mask is constrained to asurface of the three-dimensional geometric object.
 23. The method ofclaim 21, wherein the three-dimensional geometric object comprises asphere and points rendered on a surface of the sphere are constrained toa particular distance from a center point of the sphere.
 24. The methodof claim 21, further comprising rendering the output image based atleast in part on the image of the three-dimensional geometric object,the at least one element, and the visibility mask by: multiplying the atleast one element corresponding to the at least one facial feature bythe visibility mask to generate at least one visible facial feature;subtracting the visibility mask from the image of the three-dimensionalgeometric object to generate an image of a visible three-dimensionalgeometric object; and adding the at least one visible facial feature tothe image of the visible three-dimensional geometric object to generatethe output image.
 25. The method of claim 21, further comprising:determining a position of the at least one element corresponding to theat least one facial feature is based at least in part on a position ofthe at least one facial feature on a head of a user and an orientationof the head of the user.
 26. The method of claim 21, further comprising:generating information corresponding to a head of a user based at leastin part on a mesh of points generated from the head of the user; anddetermining, based at least in part on information corresponding to ahead of a user, at least one facial feature of the user.
 27. The methodof claim 21, further comprising: rendering the image of the dimensionalgeometric object.
 28. A non-transitory machine-readable mediumcomprising code that, when executed by one or more processors, causesthe one or more processors to perform operations, the code comprising:code to render at least one element corresponding to at least one facialfeature and a visibility mask that masks a portion of the at least oneelement with respect to a three-dimensional geometric object; and codeto render an output image based at least in part on an image of thethree-dimensional geometric object, the at least one element, and thevisibility mask.
 29. The non-transitory machine-readable medium of claim28, wherein the render of the visibility mask is constrained to asurface of the three-dimensional geometric object.
 30. Thenon-transitory machine-readable medium of claim 28, wherein thethree-dimensional geometric object comprises a sphere and pointsrendered on a surface of the sphere are constrained to a particulardistance from a center point of the sphere.
 31. The non-transitorymachine-readable medium of claim 28, further comprising code to renderthe output image based at least in part on the image of thethree-dimensional geometric object, the at least one element, and thevisibility mask by: multiplying the at least one element correspondingto the at least one facial feature by the visibility mask to generate atleast one visible facial feature; subtracting the visibility mask fromthe image of the three-dimensional geometric object to generate an imageof a visible three-dimensional geometric object; and adding the at leastone visible facial feature to the image of the visible three-dimensionalgeometric object to generate the output image.
 32. The non-transitorymachine-readable medium of claim 28, wherein the code further comprises:code to determine a position of the at least one element correspondingto the at least one facial feature is based at least in part on aposition of the at least one facial feature on a head of a user and anorientation of the head of the user.
 33. The non-transitorymachine-readable medium of claim 28, wherein the code further comprises:code to generate information corresponding to a head of a user based atleast in part on a mesh of points generated from the head of the user;and code to determine, based at least in part on informationcorresponding to a head of a user, at least one facial feature of theuser.